{"id":"W4384501425","doi":"10.7326/awho202307180","title":"Annals for Hospitalists - July 2023","year":2023,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Atrial fibrillation; Internal medicine; Cardiology; Palpitations; Catheter ablation; Heart failure; Asymptomatic; Amiodarone; Cardioversion; Stroke (engine)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005620702,0.001134842,0.0004744728,0.001060438,0.0008437471,0.002338506,0.0005545856,0.002224639,0.6413497],"category_scores_gemma":[0.003388323,0.0004630898,0.0006675943,0.0005733329,0.0003353223,0.001434493,0.001665203,0.002839004,0.5118971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067099,"about_ca_system_score_gemma":0.001139351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00182681,"about_ca_topic_score_gemma":0.004858591,"domain_scores_codex":[0.999373,0.000109883,0.00005615808,0.00008739508,0.000226417,0.0001471348],"domain_scores_gemma":[0.9981642,0.000233166,0.0001526001,0.00009663306,0.0005628373,0.0007906266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002531185,0.00002333323,0.0002395631,0.00005898959,0.000003066438,0.00009560712,0.000008069825,0.000009178392,0.00006116428,0.0002550447,0.9619164,0.03730423],"study_design_scores_gemma":[0.00001809615,0.0000119579,0.0007994296,0.0002674824,0.000002249748,0.000202924,0.00002719467,0.00001895028,0.00003122741,0.0001561015,0.9984599,0.000004565581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001415282,0.02301812,0.0005504177,0.05086003,0.04919312,0.0002076287,0.002972787,0.001144354,0.8706383],"genre_scores_gemma":[0.005423078,0.01538997,0.0004523282,0.02585873,0.0203532,0.000152277,0.002091495,0.0002454582,0.9300336],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6413497,"threshold_uncertainty_score":0.5115712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2176611294463349,"score_gpt":0.4588539232153508,"score_spread":0.2411927937690159,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}